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ISSN Print: 2689-3967
 
ISSN Online: 2689-3975
 
 
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Архив
DOI: 10.1615/JMachLearnModelComput.v5.i2 
Table of Contents: 
GPT VS. HUMAN FOR SCIENTIFIC REVIEWS: A DUAL SOURCE REVIEW ON APPLICATIONS OF CHATGPT IN SCIENCE
Chenxi Wu, Alan John Varghese, Vivek Oommen, George Em Karniadakis
Chenxi Wu 
School of Engineering, Brown University, Providence, Rhode Island, 02912, USA 
 
 
Alan John Varghese 
Brown University 
 
 
Vivek Oommen 
School of Engineering, Brown University, Providence, RI 02912, USA 
 
 
George Em Karniadakis 
School of Engineering, Brown University, Providence, Rhode Island, 02912,
USA; Division of Applied Mathematics, Brown University, Providence, Rhode Island,
02912, USA 
 
 
 
1-44 страниц
 DOI: 10.1615/JMachLearnModelComput.2024052432
  
DATA-DRIVEN IDENTIFICATION OF QUADRATIC REPRESENTATIONS FOR NONLINEAR HAMILTONIAN SYSTEMS USING WEAKLY SYMPLECTIC LIFTINGS
Süleyman Yıldız, Pawan  Goyal, Thomas  Bendokat, Peter Benner
Süleyman Yıldız 
Max Planck Institute for Dynamics of Complex Technical Systems, 
 
 
Pawan  Goyal 
Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg,
Germany 
 
 
Thomas  Bendokat 
Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg,
Germany 
 
 
Peter Benner 
Computational Methods in Systems and Control Theory, Max Planck Institute for Dynamics of Complex Technical Systems, Sandtorstr. 1, 39106 Magdeburg, Germany 
 
 
 
45-71 страниц
 DOI: 10.1615/JMachLearnModelComput.2024052810
  
PREDICTING FLUID PARTICLE TRAJECTORIES WITHOUT FLOW COMPUTATIONS: A DATA-DRIVEN APPROACH
Jianchen  Wei, Melissa A.  Green, Lixin Shen, Minghao W. Rostami
Jianchen  Wei 
Department of Mathematics, Syracuse University, 215 Carnegie Building,
Syracuse, New York 13244, USA 
 
 
Melissa A.  Green 
Aerospace Engineering & Mechanics, University of Minnesota, Minneapolis,
Minnesota 55455, USA 
 
 
Lixin Shen 
Department of Mathematics, Syracuse University, Syracuse, NY 13244 
 
 
Minghao W. Rostami 
Binghamton University 
 
 
 
73-111 страниц
 DOI: 10.1615/JMachLearnModelComput.2024052000
  
A MISLEADING GALLERY OF FLUID MOTION BY GENERATIVE ARTIFICIAL INTELLIGENCE
Ali Kashefi
Ali Kashefi 
Department of Civil & Environmental Engineering, Stanford University, Stanford, California, 94305 USA 
 
 
 
113-144 страниц
 DOI: 10.1615/JMachLearnModelComput.2024054191
  
SMALL-DATA REDUCED-ORDER MODELING OF CHAOTIC DYNAMICS THROUGH SYCO-AE: SYNTHETICALLY CONSTRAINED AUTOENCODERS
Andrey A. Popov, Renato  Zanetti
Andrey A. Popov 
Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, Austin, Texas, 78712, USA; Department of Aerospace Engineering and Engineering Mechanics, The University of Texas at Austin,
Austin, Texas, 78712, USA 
 
 
Renato  Zanetti 
Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, Austin, Texas, 78712, USA; Department of Aerospace Engineering and Engineering Mechanics, The University of Texas at Austin,
Austin, Texas, 78712, USA 
 
 
 
145-162 страниц
 DOI: 10.1615/JMachLearnModelComput.2024053321
  
 
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